This study applies an optimization-based approach for calibrating building energy models using monitored data. The calibration was carried out on a test building coupling the EnergyPlus energy simulation tool with the GenOpt optimization tool. The objective function was set to minimize the difference between simulated and monitored energy consumption. For evaluating the model accuracy, the Mean Bias Error (MBE) and the Coefficient of Variation of the \RMSE\ (Cv (RMSE)) were calculated and found consistent with \ASHRAE\ guideline 14 limits for a model to be considered calibrated.

Calibration of building energy simulation models based on optimization: A case study / Monetti, Valentina; Davin, Elisabeth; Fabrizio, Enrico; André, Philippe; Filippi, Marco. - In: ENERGY PROCEDIA. - ISSN 1876-6102. - 78:(2015), pp. 2971-2976. [10.1016/j.egypro.2015.11.693]

Calibration of building energy simulation models based on optimization: A case study

MONETTI, VALENTINA;FABRIZIO, ENRICO;FILIPPI, MARCO
2015

Abstract

This study applies an optimization-based approach for calibrating building energy models using monitored data. The calibration was carried out on a test building coupling the EnergyPlus energy simulation tool with the GenOpt optimization tool. The objective function was set to minimize the difference between simulated and monitored energy consumption. For evaluating the model accuracy, the Mean Bias Error (MBE) and the Coefficient of Variation of the \RMSE\ (Cv (RMSE)) were calculated and found consistent with \ASHRAE\ guideline 14 limits for a model to be considered calibrated.
File in questo prodotto:
File Dimensione Formato  
1-s2.0-S187661021502425X-main.pdf

accesso aperto

Tipologia: 2. Post-print / Author's Accepted Manuscript
Licenza: Creative commons
Dimensione 344.74 kB
Formato Adobe PDF
344.74 kB Adobe PDF Visualizza/Apri
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11583/2641151
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo